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From Embedded to IoT, and
From Cloud to Edge & AIoT
-- A computer technology trend review for the past 20 years
William Liang (梁文耀), Ph.D.
Technical Director / Chief Architect
Taipei Design Center, ADLINK
2020.03 1
Leading EDGE COMPUTING adlinktech.com
Technology Transition for the Last 20 years
This will gonna be kind of a storytelling session about what I saw and what I experienced for the past 20 years. :^)
2
Leading EDGE COMPUTING adlinktech.com
Technology Transition -- Embedded Systems
3
Leading EDGE COMPUTING adlinktech.com
● Personal computer technologies were
getting mature enough to be applied to
Embedded Systems, which in fact benefit
a lot from semiconductor and open source,
especially for SoC and Embedded Linux.
Embedded Systems
4
Leading EDGE COMPUTING adlinktech.com
Technology Transition -- Smart Devices (Smartphones)
5
Leading EDGE COMPUTING adlinktech.com
● Early participant in Android development
○ The 1st porting to Academic research
embedded platform
○ Extend Android to smart IoT applications
Smartphone and Smart Devices
https://www.youtube.com/watch?v=6A3n2u3SabA&feature=youtu.be
https://www.youtube.com/watch?v=11Z8r-eRJ7w&feature=youtu.be
6
Leading EDGE COMPUTING adlinktech.com
● HTML5 / Firefox OS
○ Cloud-based concept
○ Cross platform App development
○ With maximal number of developers
○ Suitable for devices with rich media,
such as smart TV
Toward Smart Appliances - Firefox OS
7
Leading EDGE COMPUTING adlinktech.com
Technology Transition -- Cloud Computing
8
Leading EDGE COMPUTING adlinktech.com
● Rich of computing and storage resources
● With the trend of high speed mobile network (4G/5G)
○ Low latency + High bandwidth
○ Potential to utilize grand cloud resource “locally”
● To integrate cloud storage to smart phones
○ HopeBay Tera: unlimited space, cloud-based phone
○ Cloud Memory Extension (CME) Technologies
○ Extend to Data-centric IoT
The Cloud Age
http://jerrydrussell.com/business-2/ibms-cloud-supercompute
r-powers-artificially-intelligent-consumer-apps/
https://www.openstack.org/software/
9
Leading EDGE COMPUTING adlinktech.com
Cloud-based Data-centric IoT
10
Leading EDGE COMPUTING adlinktech.com
Technology Transition -- IoT
11
Leading EDGE COMPUTING adlinktech.com
● IoT means
The mature IT technologies can
be applied to everywhere!
● IoT is based on:
○ Embedded HW/SW technologies
○ Communication technologies
○ Wireless Sensor Networks technologies
Arising of IoT
http://edition.cnn.com/2013/05/02/travel/london-city-airport-internet-of-things/
12
Leading EDGE COMPUTING adlinktech.com
IoT Applications (1/2)
http://www.greenpeak.com/Application/ResidentialApps.html
http://www.nexcom.com.tw/news/detail/digital-signage-responds-to-its-audience http://hunterkirk.livejournal.com/702857.html
https://ec.europa.eu/digital-agenda/en/
embedded-systems
13
Leading EDGE COMPUTING adlinktech.com
IoT Applications (2/2)
http://www.technologyreview.com/photogallery/4
27652/building-tesla/
https://www.tesla.com/sites/default/files/styles/customer_2
x_mobile_1200x816/public/media-vimeo/154227644.jpg
http://www.defenseindustrydaily.com/cv-ucavs-the-return-of-ucas-0
3557/
http://www.nasa.gov/mission_pages/msl/multim
edia/pia15090.html
http://www.forcesofgeek.com/2012/07/sdcc-exclusive-limited-i-robot-3d-blu.html
http://igyaan.in/2012/01/20344/autogyaan-mercedes-be
nz-futuristic-dice-dashboard-concept/
14
Leading EDGE COMPUTING adlinktech.com
IoT + Cloud
The Clouds
✓Any where & Any time
✓Storage & Computing
✓Availability & Reliability
✓Security
15
Leading EDGE COMPUTING adlinktech.com
A Typical IoT Structure
https://www.openstack.org/software/
16
Leading EDGE COMPUTING adlinktech.com
Successful Story: nextDrive Energy IoT
https://youtu.be/yEcUE1awTxU 17
Leading EDGE COMPUTING adlinktech.com
Smart Grid Applications
18
Leading EDGE COMPUTING adlinktech.com
Architecture Transformation in IoT Age
19
Leading EDGE COMPUTING adlinktech.com
Technology Transition -- Artificial Intelligence
20
Leading EDGE COMPUTING adlinktech.com
https://upload.wikimedia.org/wikipedia/commons/e/e3/BigData_2267x1146_trasparent.png
● Big data came from a lot of Small data!
● Traditional methods of prediction and modeling based on statistics
are changed drastically.
○ Sampling may not be a necessary thing because all data could be acquired
directly!
Big Data ⇒
Cognitive Computing ⇒
Artificial Intelligence (AI)
Big Data and AI
21
Leading EDGE COMPUTING adlinktech.com
Technology Transition -- AI + IoT ⇒ AIoT
22
Leading EDGE COMPUTING adlinktech.com
● IoT + Big Data ⇒ Analysis and AI
● AI is actually not a new technology. It's now
feasible because:
○ A lot of data can be obtained
○ High Performance Computing
● AI includes
○ Machine Learning (ML)
○ Deep Learning (DL)
Data Analytics and AI
http://www.scientificamerican.com/article.cfm?id
=yahoo-supercomputer-google-open-source
https://upload.wikimedia.org/wikipedia/zh/7/73/%E4%BA%BA%E5%B7
%A5%E6%99%BA%E6%85%A7_%E6%B5%B7%E5%A0%B12.jpg
© William Liang, http://csie.ntut.edu.tw/~wyliang
https://www.researchgate.net/figure/GPGPU-architecture-overview_fig1_276250251
Source: Intel Education Programhttps://en.wikipedia.org/wiki/Neural_network 23
Leading EDGE COMPUTING adlinktech.com
● AI/ML/DL Computation
○ AI Training
○ AI Inference
● Complexity of AI: O(n3
)~O(n5
)
● Big data makes “n” exploded!
● Cloud computing resources
increase in a relatively slower
manner
○ although high performance
computing techniques is getting
better and better...
○ Quantum computers?
Challenge: Computational Resources
https://www.bigocheatsheet.com/
24
Leading EDGE COMPUTING adlinktech.com
Technology Solution -- AIoT + Edge Computing
25
Leading EDGE COMPUTING adlinktech.com
● Edge: close to data generation places
● Data can be processed at the front edge side before being sent to
the cloud, to reduce the traffics
○ Useless-data filtering
○ Noise reduction
○ Preprocessing and computation
● AI Inference can also be done at
Edge side directly
○ Shorten inference latency
The Edge Computing Solution
26
Leading EDGE COMPUTING adlinktech.com
Cloud ⇒ Edge ⇒ IoT
The Clouds
✓Any where & Any time
✓Storage & Computing
✓Availability & Reliability
✓Security
27
Leading EDGE COMPUTING adlinktech.com
New Architecture with Edge Computing for IoT
28
Leading EDGE COMPUTING adlinktech.com
ADLINK Edge Computing and AIoT Solutions
29
Leading EDGE COMPUTING adlinktech.com
● Enables scalable, real-time, reliable, high performance and
interoperable data exchanges between publishers and subscribers
● Based on a set of standards managed by the Object Management
Group (OMG)
DDS - Data Distribution Service
https://www.researchgate.net/figure/Architecture-of-DDS_fig1_224372490
https://www.electronicdesign.com/industrial-automation/article/
21806104/adlink-delivers-opensource-dds-platform
Designed to address the needs of mission and business-critical
applications such as military command and control systems, air
traffic control, transportation management, modeling and
simulation, SCADA & utilities, and other big data applications.
30
Leading EDGE COMPUTING adlinktech.com
ROS2 - Robot OS
https://www.researchgate.net/figure/ROS1-ROS2-architecture-for-DDS-ap
proach-to-ROS-We-clarify-the-performance-of-the-data_fig1_309128426
31
Leading EDGE COMPUTING adlinktech.com
● ADLINK Technology is now part of the ROS 2
Technical Steering Committee (TSC) organized by
Open Robotics. Current ROS 2 TSC members
include:
○ ADLINK Technology
○ Amazon
○ Apex.AI
○ Arm
○ Bosch
○ Canonical
○ eProsima
○ Intel
○ LG Electronics
○ Microsoft
○ Open Robotics
○ ROBOTIS
○ Samsung
○ TARDEC
○ Tier IV
○ Toyota Research Institute
ADLINK Joins ROS 2 Technical Steering Committee
32
Leading EDGE COMPUTING adlinktech.com
● Computer Application Evolution
○ PC → Smart devices & Cloud → IoT
● Maturity of New Technologies
○ 5G & AI ⇒ AIoT
● Challenge of Cloud with IoT
○ Computational complexity of AI
○ Bandwidth of big data
● Edge computing
○ Data preprocessing
○ AI inferences
○ Realistic Business Values
● ADLINK Edge Solutions: DDS + ROS2 + AIoT
Conclusion
5 System Components for Smart Applications
● Cloud: data analysis and AI training
● Edge: data preprocessing and AI inference
● Terminal: user interface for
● IoT: communication and networking
● Sensors: information collection
33
THANK YOU
34
35
36

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From Embedded to IoT and From Cloud to Edge & AIoT -- A computer technology trend review

  • 1. From Embedded to IoT, and From Cloud to Edge & AIoT -- A computer technology trend review for the past 20 years William Liang (梁文耀), Ph.D. Technical Director / Chief Architect Taipei Design Center, ADLINK 2020.03 1
  • 2. Leading EDGE COMPUTING adlinktech.com Technology Transition for the Last 20 years This will gonna be kind of a storytelling session about what I saw and what I experienced for the past 20 years. :^) 2
  • 3. Leading EDGE COMPUTING adlinktech.com Technology Transition -- Embedded Systems 3
  • 4. Leading EDGE COMPUTING adlinktech.com ● Personal computer technologies were getting mature enough to be applied to Embedded Systems, which in fact benefit a lot from semiconductor and open source, especially for SoC and Embedded Linux. Embedded Systems 4
  • 5. Leading EDGE COMPUTING adlinktech.com Technology Transition -- Smart Devices (Smartphones) 5
  • 6. Leading EDGE COMPUTING adlinktech.com ● Early participant in Android development ○ The 1st porting to Academic research embedded platform ○ Extend Android to smart IoT applications Smartphone and Smart Devices https://www.youtube.com/watch?v=6A3n2u3SabA&feature=youtu.be https://www.youtube.com/watch?v=11Z8r-eRJ7w&feature=youtu.be 6
  • 7. Leading EDGE COMPUTING adlinktech.com ● HTML5 / Firefox OS ○ Cloud-based concept ○ Cross platform App development ○ With maximal number of developers ○ Suitable for devices with rich media, such as smart TV Toward Smart Appliances - Firefox OS 7
  • 8. Leading EDGE COMPUTING adlinktech.com Technology Transition -- Cloud Computing 8
  • 9. Leading EDGE COMPUTING adlinktech.com ● Rich of computing and storage resources ● With the trend of high speed mobile network (4G/5G) ○ Low latency + High bandwidth ○ Potential to utilize grand cloud resource “locally” ● To integrate cloud storage to smart phones ○ HopeBay Tera: unlimited space, cloud-based phone ○ Cloud Memory Extension (CME) Technologies ○ Extend to Data-centric IoT The Cloud Age http://jerrydrussell.com/business-2/ibms-cloud-supercompute r-powers-artificially-intelligent-consumer-apps/ https://www.openstack.org/software/ 9
  • 10. Leading EDGE COMPUTING adlinktech.com Cloud-based Data-centric IoT 10
  • 11. Leading EDGE COMPUTING adlinktech.com Technology Transition -- IoT 11
  • 12. Leading EDGE COMPUTING adlinktech.com ● IoT means The mature IT technologies can be applied to everywhere! ● IoT is based on: ○ Embedded HW/SW technologies ○ Communication technologies ○ Wireless Sensor Networks technologies Arising of IoT http://edition.cnn.com/2013/05/02/travel/london-city-airport-internet-of-things/ 12
  • 13. Leading EDGE COMPUTING adlinktech.com IoT Applications (1/2) http://www.greenpeak.com/Application/ResidentialApps.html http://www.nexcom.com.tw/news/detail/digital-signage-responds-to-its-audience http://hunterkirk.livejournal.com/702857.html https://ec.europa.eu/digital-agenda/en/ embedded-systems 13
  • 14. Leading EDGE COMPUTING adlinktech.com IoT Applications (2/2) http://www.technologyreview.com/photogallery/4 27652/building-tesla/ https://www.tesla.com/sites/default/files/styles/customer_2 x_mobile_1200x816/public/media-vimeo/154227644.jpg http://www.defenseindustrydaily.com/cv-ucavs-the-return-of-ucas-0 3557/ http://www.nasa.gov/mission_pages/msl/multim edia/pia15090.html http://www.forcesofgeek.com/2012/07/sdcc-exclusive-limited-i-robot-3d-blu.html http://igyaan.in/2012/01/20344/autogyaan-mercedes-be nz-futuristic-dice-dashboard-concept/ 14
  • 15. Leading EDGE COMPUTING adlinktech.com IoT + Cloud The Clouds ✓Any where & Any time ✓Storage & Computing ✓Availability & Reliability ✓Security 15
  • 16. Leading EDGE COMPUTING adlinktech.com A Typical IoT Structure https://www.openstack.org/software/ 16
  • 17. Leading EDGE COMPUTING adlinktech.com Successful Story: nextDrive Energy IoT https://youtu.be/yEcUE1awTxU 17
  • 18. Leading EDGE COMPUTING adlinktech.com Smart Grid Applications 18
  • 19. Leading EDGE COMPUTING adlinktech.com Architecture Transformation in IoT Age 19
  • 20. Leading EDGE COMPUTING adlinktech.com Technology Transition -- Artificial Intelligence 20
  • 21. Leading EDGE COMPUTING adlinktech.com https://upload.wikimedia.org/wikipedia/commons/e/e3/BigData_2267x1146_trasparent.png ● Big data came from a lot of Small data! ● Traditional methods of prediction and modeling based on statistics are changed drastically. ○ Sampling may not be a necessary thing because all data could be acquired directly! Big Data ⇒ Cognitive Computing ⇒ Artificial Intelligence (AI) Big Data and AI 21
  • 22. Leading EDGE COMPUTING adlinktech.com Technology Transition -- AI + IoT ⇒ AIoT 22
  • 23. Leading EDGE COMPUTING adlinktech.com ● IoT + Big Data ⇒ Analysis and AI ● AI is actually not a new technology. It's now feasible because: ○ A lot of data can be obtained ○ High Performance Computing ● AI includes ○ Machine Learning (ML) ○ Deep Learning (DL) Data Analytics and AI http://www.scientificamerican.com/article.cfm?id =yahoo-supercomputer-google-open-source https://upload.wikimedia.org/wikipedia/zh/7/73/%E4%BA%BA%E5%B7 %A5%E6%99%BA%E6%85%A7_%E6%B5%B7%E5%A0%B12.jpg © William Liang, http://csie.ntut.edu.tw/~wyliang https://www.researchgate.net/figure/GPGPU-architecture-overview_fig1_276250251 Source: Intel Education Programhttps://en.wikipedia.org/wiki/Neural_network 23
  • 24. Leading EDGE COMPUTING adlinktech.com ● AI/ML/DL Computation ○ AI Training ○ AI Inference ● Complexity of AI: O(n3 )~O(n5 ) ● Big data makes “n” exploded! ● Cloud computing resources increase in a relatively slower manner ○ although high performance computing techniques is getting better and better... ○ Quantum computers? Challenge: Computational Resources https://www.bigocheatsheet.com/ 24
  • 25. Leading EDGE COMPUTING adlinktech.com Technology Solution -- AIoT + Edge Computing 25
  • 26. Leading EDGE COMPUTING adlinktech.com ● Edge: close to data generation places ● Data can be processed at the front edge side before being sent to the cloud, to reduce the traffics ○ Useless-data filtering ○ Noise reduction ○ Preprocessing and computation ● AI Inference can also be done at Edge side directly ○ Shorten inference latency The Edge Computing Solution 26
  • 27. Leading EDGE COMPUTING adlinktech.com Cloud ⇒ Edge ⇒ IoT The Clouds ✓Any where & Any time ✓Storage & Computing ✓Availability & Reliability ✓Security 27
  • 28. Leading EDGE COMPUTING adlinktech.com New Architecture with Edge Computing for IoT 28
  • 29. Leading EDGE COMPUTING adlinktech.com ADLINK Edge Computing and AIoT Solutions 29
  • 30. Leading EDGE COMPUTING adlinktech.com ● Enables scalable, real-time, reliable, high performance and interoperable data exchanges between publishers and subscribers ● Based on a set of standards managed by the Object Management Group (OMG) DDS - Data Distribution Service https://www.researchgate.net/figure/Architecture-of-DDS_fig1_224372490 https://www.electronicdesign.com/industrial-automation/article/ 21806104/adlink-delivers-opensource-dds-platform Designed to address the needs of mission and business-critical applications such as military command and control systems, air traffic control, transportation management, modeling and simulation, SCADA & utilities, and other big data applications. 30
  • 31. Leading EDGE COMPUTING adlinktech.com ROS2 - Robot OS https://www.researchgate.net/figure/ROS1-ROS2-architecture-for-DDS-ap proach-to-ROS-We-clarify-the-performance-of-the-data_fig1_309128426 31
  • 32. Leading EDGE COMPUTING adlinktech.com ● ADLINK Technology is now part of the ROS 2 Technical Steering Committee (TSC) organized by Open Robotics. Current ROS 2 TSC members include: ○ ADLINK Technology ○ Amazon ○ Apex.AI ○ Arm ○ Bosch ○ Canonical ○ eProsima ○ Intel ○ LG Electronics ○ Microsoft ○ Open Robotics ○ ROBOTIS ○ Samsung ○ TARDEC ○ Tier IV ○ Toyota Research Institute ADLINK Joins ROS 2 Technical Steering Committee 32
  • 33. Leading EDGE COMPUTING adlinktech.com ● Computer Application Evolution ○ PC → Smart devices & Cloud → IoT ● Maturity of New Technologies ○ 5G & AI ⇒ AIoT ● Challenge of Cloud with IoT ○ Computational complexity of AI ○ Bandwidth of big data ● Edge computing ○ Data preprocessing ○ AI inferences ○ Realistic Business Values ● ADLINK Edge Solutions: DDS + ROS2 + AIoT Conclusion 5 System Components for Smart Applications ● Cloud: data analysis and AI training ● Edge: data preprocessing and AI inference ● Terminal: user interface for ● IoT: communication and networking ● Sensors: information collection 33
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